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Design patterns are where good data modeling lives or dies. In a NoSQL database like Azure Cosmos DB, the difference between a schema that scales to millions of operations per second and one that fights you at every turn usually comes down to a handful of well‑understood patterns: how you partiti Link to article: …
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In this post, we walk through how to get started with MiniMax models on Amazon Bedrock, including the capabilities supported by these models, the service tiers available, how on-demand inference scales to handle your workloads, and the different APIs you can use to access them. Using these models, customers can build …
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In this post, you deploy a two-phase infrastructure for multi-turn RL using Amazon Nova Forge on Amazon SageMaker HyperPod. By the end, you have an event-driven pipeline that starts training when you upload data to Amazon Simple Storage Service (Amazon S3). The training job teaches the model to play Wordle, a …
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In this post, we present a multi-step pipeline directed by Amazon Nova, which uses its contextual vision reasoning to coordinate complementary tools, including Meta’s open-source Segment Anything Model (SAM 3) deployed on Amazon SageMaker AI for pixel-level segmentation, and Amazon Textract for optical character …
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In this post, you learn how to use the new MLflow integration with Amazon SageMaker AI optimized inference recommendation jobs and Amazon SageMaker AI benchmark jobs to automatically stream experiment data into a unified tracking interface. This integration streams metrics, parameters, and charts into your serverless …
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The CreateFile function has a flag called FILE_FLAG_DELETE_ON_CLOSE, which means that the file will be deleted when the last handle to the file is closed. But what if you pass that flag and then change your mind? Is there a way to call take-backs? No, there are no take-backs. The Link to article: …
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Once you create a container, its partition key is fixed at creation, and you can’t change it in place. However, if your original key starts causing problems like cr Link to article: https://devblogs.microsoft.com/cosmosdb/need-a-different-partition-key-in-azure-cosmos-db-pick-the-right-approach
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Build a modular monolith in C# with bounded contexts, module communication, and data isolation. Complete implementation guide with real .NET code examples. Link to article: https://www.devleader.ca/2026/07/06/modular-monolith-in-c-complete-implementation-guide-for-net-developers
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If you’ve ever debugged your own C++ containers, strings, or hash tables on Linux or macOS, you know the deal: to see anything useful in the debugger, you have to write a custom data formatter. And writing a good data formatter is genuinely painful. Often, the formatter ends up longer and harder to follow than […] Link …
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A paired A/B benchmark of the token-compression skill Caveman on Claude Code, run on SkillsBench: does it actually save tokens, and does it degrade AI agent output quality? Advertised saving: 65%. Measured saving: 8.5%. Output-token saving on real agentic tasks, with the skill forcibly activated. This is the ceiling, …
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A new model drops with lower per-token pricing and better benchmarks. You switch. A week later someone asks why the agent is burning 12x more tokens on the same task while producing worse output. We ran 150 agent tasks across 15 scenarios on two models, Claude Sonnet 4.6 and Claude Sonnet 5, using GitHub Copilot Chat …
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Thank you for your interest in the new Azure SDKs! We release new features, improvements, and bug fixes every month. Subscribe to our Azure SDK Blog RSS Feed to get notified when a new release is available. You can find links to packages, code, and docs on our Link to article: …
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Learn how to build an MCP server C# developers can trust, from stdio and HTTP transports to tools, clients, security, Azure hosting, and debugging tips. Link to article: https://www.devleader.ca/2026/07/06/building-mcp-servers-and-clients-in-c-the-complete-guide
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See how VS Code and OpenAI tested GPT-5.5 system prompt changes in a two-week experiment, cutting tool calls and tail-end token usage while speeding up edits. Read the full article Link to article: https://devblogs.microsoft.com/vscode-blog/how-prompt-tuning-improved-gpt-5.5-in-vs-code
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Master NuGet versioning with SemVer 2.0 in .NET. Learn MAJOR.MINOR.PATCH rules, pre-release suffixes, version ranges in PackageReference, and csproj version properties. Link to article: https://www.devleader.ca/2026/07/05/nuget-versioning-and-semantic-versioning-semver-in-net
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Learn Serilog in .NET from scratch. Setup, sinks, enrichers, appsettings configuration, and best practices for ASP.NET Core with .NET 9 and .NET 10. Link to article: https://www.devleader.ca/2026/07/05/serilog-in-net-complete-guide-to-structured-logging
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This guide explores the essential role of the .NET host process, which initializes the runtime, resolves dependencies, and launches applications. It highlights common issues with lingering host processes, especially during BenchmarkDotNet runs, and offers diagnostic strategies to identify root causes, such as unclean …
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Learn NuGet package metadata best practices. Configure README files, icons, license expressions, tags, and repository URLs to make your .NET package shine on NuGet.org. Link to article: https://www.devleader.ca/2026/07/04/nuget-package-metadata-best-practices-readme-icon-tags-and-license
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Explore monolith architecture in C# -- what it is, the types of monolithic architectures, when to use them, and how .NET developers work with each effectively. Link to article: https://www.devleader.ca/2026/07/04/monolith-architecture-in-c-the-complete-guide
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Most of what runs on your servers was never meant to be public: databases, dashboards, admin panels, internal APIs. Tailscale connects your machines into one private, encrypted network so they can talk to each other (and to you) while the public internet sees nothing. Here's what it is and how to wire up applications …
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